Train Data EDA Report

Brought to you by YData

Dataset statistics

Number of variables	20
Number of observations	750000
Missing cells	233124
Missing cells (%)	1.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	64.4 MiB
Average record size in memory	90.0 B

Variable types

Numeric	8
Categorical	2
Boolean	10

Alerts

`Episode_Length_minutes` is highly overall correlated with `Listening_Time_minutes`	High correlation
`Genre_Business` is highly overall correlated with `Podcast_Name`	High correlation
`Genre_Music` is highly overall correlated with `Podcast_Name`	High correlation
`Genre_True Crime` is highly overall correlated with `Podcast_Name`	High correlation
`Listening_Time_minutes` is highly overall correlated with `Episode_Length_minutes`	High correlation
`Podcast_Name` is highly overall correlated with `Genre_Business` and 2 other fields	High correlation
`Genre_Business` is highly imbalanced (50.8%)	Imbalance
`Genre_Comedy` is highly imbalanced (50.4%)	Imbalance
`Genre_Education` is highly imbalanced (65.1%)	Imbalance
`Genre_Health` is highly imbalanced (54.6%)	Imbalance
`Genre_Lifestyle` is highly imbalanced (50.0%)	Imbalance
`Genre_Music` is highly imbalanced (58.5%)	Imbalance
`Genre_News` is highly imbalanced (58.2%)	Imbalance
`Episode_Length_minutes` has 87093 (11.6%) missing values	Missing
`Guest_Popularity_percentage` has 146030 (19.5%) missing values	Missing
`Podcast_Name` has 17327 (2.3%) zeros	Zeros
`Publication_Day` has 108237 (14.4%) zeros	Zeros
`Number_of_Ads` has 217592 (29.0%) zeros	Zeros
`Listening_Time_minutes` has 8551 (1.1%) zeros	Zeros

Reproduction

Analysis started	2025-04-24 11:49:18.432688
Analysis finished	2025-04-24 11:49:58.649863
Duration	40.22 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Podcast_Name
Real number (ℝ)

High correlation Zeros

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.515731

Minimum	0
Maximum	47
Zeros	17327
Zeros (%)	2.3%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	11
median	23
Q3	37
95-th percentile	45
Maximum	47
Range	47
Interquartile range (IQR)	26

Descriptive statistics

Standard deviation	14.137577
Coefficient of variation (CV)	0.60119657
Kurtosis	-1.2686177
Mean	23.515731
Median Absolute Deviation (MAD)	13
Skewness	0.015133322
Sum	17636798
Variance	199.87108
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
42	22847	3.0%
39	20053	2.7%
15	19635	2.6%
43	19549	2.6%
14	19488	2.6%
3	19480	2.6%
41	19364	2.6%
17	19272	2.6%
30	18889	2.5%
6	17735	2.4%
Other values (38)	553688	73.8%

Value	Count	Frequency (%)
0	17327	2.3%
1	11543	1.5%
2	17012	2.3%
3	19480	2.6%
4	15927	2.1%
5	17374	2.3%
6	17735	2.4%
7	13138	1.8%
8	13391	1.8%
9	17452	2.3%

Value	Count	Frequency (%)
47	14043	1.9%
46	15009	2.0%
45	17254	2.3%
44	16373	2.2%
43	19549	2.6%
42	22847	3.0%
41	19364	2.6%
40	13053	1.7%
39	20053	2.7%
38	16191	2.2%

Episode_Title
Real number (ℝ)

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.445811

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	28
median	52
Q3	75
95-th percentile	95
Maximum	100
Range	99
Interquartile range (IQR)	47

Descriptive statistics

Standard deviation	28.085623
Coefficient of variation (CV)	0.54592633
Kurtosis	-1.1612279
Mean	51.445811
Median Absolute Deviation (MAD)	24
Skewness	-0.061889975
Sum	38584358
Variance	788.8022
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
71	10515	1.4%
62	10373	1.4%
31	10292	1.4%
61	9991	1.3%
69	9864	1.3%
23	9762	1.3%
63	9743	1.3%
81	9741	1.3%
64	9686	1.3%
72	9554	1.3%
Other values (90)	650479	86.7%

Value	Count	Frequency (%)
1	5922	0.8%
2	5134	0.7%
3	6943	0.9%
4	7000	0.9%
5	6366	0.8%
6	6993	0.9%
7	6369	0.8%
8	7690	1.0%
9	6751	0.9%
10	6454	0.9%

Value	Count	Frequency (%)
100	6348	0.8%
99	9270	1.2%
98	5902	0.8%
97	6521	0.9%
96	6720	0.9%
95	4838	0.6%
94	6763	0.9%
93	5919	0.8%
92	6533	0.9%
91	6975	0.9%

Episode_Length_minutes
Real number (ℝ)

High correlation Missing

Distinct	12268
Distinct (%)	1.9%
Missing	87093
Missing (%)	11.6%
Infinite	0
Infinite (%)	0.0%
Mean	64.504738

Minimum	0
Maximum	325.24
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	12.68
Q1	35.73
median	63.84
Q3	94.07
95-th percentile	115.29
Maximum	325.24
Range	325.24
Interquartile range (IQR)	58.34

Descriptive statistics

Standard deviation	32.969603
Coefficient of variation (CV)	0.51111909
Kurtosis	-1.2030327
Mean	64.504738
Median Absolute Deviation (MAD)	29.16
Skewness	-0.0020056126
Sum	42760643
Variance	1086.9947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.6	925	0.1%
34.4	617	0.1%
30.69	576	0.1%
31.68	533	0.1%
31.46	491	0.1%
47.02	461	0.1%
29.61	448	0.1%
106.52	426	0.1%
111.68	420	0.1%
114.98	411	0.1%
Other values (12258)	657599	87.7%
(Missing)	87093	11.6%

Value	Count	Frequency (%)
0	1	< 0.1%
1.24	1	< 0.1%
1.48	1	< 0.1%
1.84	1	< 0.1%
2.47	4	< 0.1%
2.97	1	< 0.1%
5	38	< 0.1%
5.0000636	1	< 0.1%
5.00006409	6	< 0.1%
5.00006607	1	< 0.1%

Value	Count	Frequency (%)
325.24	1	< 0.1%
120.93	1	< 0.1%
120.73	1	< 0.1%
120.64	2	< 0.1%
120.37	2	< 0.1%
120.32	1	< 0.1%
120.06	1	< 0.1%
119.99	7	< 0.1%
119.98	55	< 0.1%
119.97	44	< 0.1%

Host_Popularity_percentage
Real number (ℝ)

Distinct	8038
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.859901

Minimum	1.3
Maximum	119.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	1.3
5-th percentile	24.79
Q1	39.41
median	60.05
Q3	79.53
95-th percentile	95.77
Maximum	119.46
Range	118.16
Interquartile range (IQR)	40.12

Descriptive statistics

Standard deviation	22.873098
Coefficient of variation (CV)	0.38211052
Kurtosis	-1.2067021
Mean	59.859901
Median Absolute Deviation (MAD)	20.04
Skewness	0.0049262753
Sum	44894926
Variance	523.17859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.68	560	0.1%
26.72	523	0.1%
56.29	490	0.1%
30.14	445	0.1%
31.57	439	0.1%
58.71	431	0.1%
80.43	428	0.1%
67.54	411	0.1%
36.79	410	0.1%
67.19	401	0.1%
Other values (8028)	745462	99.4%

Value	Count	Frequency (%)
1.3	1	< 0.1%
1.47	1	< 0.1%
1.73	1	< 0.1%
1.77	2	< 0.1%
1.89	2	< 0.1%
2.95	2	< 0.1%
20	18	< 0.1%
20.01	69	< 0.1%
20.02	42	< 0.1%
20.03	62	< 0.1%

Value	Count	Frequency (%)
119.46	1	< 0.1%
118.93	1	< 0.1%
118.73	1	< 0.1%
118.69	1	< 0.1%
117.76	2	< 0.1%
117.14	5	< 0.1%
115.18	1	< 0.1%
114.97	1	< 0.1%
114.73	1	< 0.1%
112.44	1	< 0.1%

Publication_Day
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.962776

Minimum	0
Maximum	6
Zeros	108237
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.9973986
Coefficient of variation (CV)	0.67416456
Kurtosis	-1.2339942
Mean	2.962776
Median Absolute Deviation (MAD)	2
Skewness	0.035920341
Sum	2222082
Variance	3.989601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	115946	15.5%
1	111963	14.9%
0	108237	14.4%
6	107886	14.4%
4	104360	13.9%
2	103505	13.8%
5	98103	13.1%

Value	Count	Frequency (%)
0	108237	14.4%
1	111963	14.9%
2	103505	13.8%
3	115946	15.5%
4	104360	13.9%
5	98103	13.1%
6	107886	14.4%

Value	Count	Frequency (%)
6	107886	14.4%
5	98103	13.1%
4	104360	13.9%
3	115946	15.5%
2	103505	13.8%
1	111963	14.9%
0	108237	14.4%

Publication_Time
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	35.8 MiB

3	196849
1	195778
0	179460
2	177913

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	750000
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	0
3rd row	1
4th row	2
5th row	0

Common Values

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Most occurring characters

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	750000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	750000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	750000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
3	196849	26.2%
1	195778	26.1%
0	179460	23.9%
2	177913	23.7%

Guest_Popularity_percentage
Real number (ℝ)

Missing

Distinct	10019
Distinct (%)	1.7%
Missing	146030
Missing (%)	19.5%
Infinite	0
Infinite (%)	0.0%
Mean	52.236449

Minimum	0
Maximum	119.91
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	5.79
Q1	28.38
median	53.58
Q3	76.6
95-th percentile	95.1
Maximum	119.91
Range	119.91
Interquartile range (IQR)	48.22

Descriptive statistics

Standard deviation	28.451241
Coefficient of variation (CV)	0.54466263
Kurtosis	-1.1501171
Mean	52.236449
Median Absolute Deviation (MAD)	24.23
Skewness	-0.10703539
Sum	31549248
Variance	809.47314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.53	378	0.1%
29.7	339	< 0.1%
42.69	332	< 0.1%
54.59	300	< 0.1%
41.29	298	< 0.1%
71.4	296	< 0.1%
84.57	285	< 0.1%
65.16	284	< 0.1%
70.99	283	< 0.1%
69.72	281	< 0.1%
Other values (10009)	600894	80.1%
(Missing)	146030	19.5%

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	47	< 0.1%
0.02	13	< 0.1%
0.03	27	< 0.1%
0.04	88	< 0.1%
0.05	12	< 0.1%
0.06	82	< 0.1%
0.07	86	< 0.1%
0.08	16	< 0.1%
0.09	51	< 0.1%

Value	Count	Frequency (%)
119.91	1	< 0.1%
115.62	2	< 0.1%
115.43	1	< 0.1%
115.41	1	< 0.1%
114.88	1	< 0.1%
114.72	2	< 0.1%
110.14	1	< 0.1%
107.81	2	< 0.1%
107.58	1	< 0.1%
107.34	1	< 0.1%

Number_of_Ads
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.3488549

Minimum	0
Maximum	103.91
Zeros	217592
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	103.91
Range	103.91
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1511304
Coefficient of variation (CV)	0.85341306
Kurtosis	505.89391
Mean	1.3488549
Median Absolute Deviation (MAD)	1
Skewness	6.0329918
Sum	1011639.8
Variance	1.3251012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	217592	29.0%
1	214069	28.5%
3	160173	21.4%
2	158156	21.1%
103.25	2	< 0.1%
53.37	1	< 0.1%
103.91	1	< 0.1%
103	1	< 0.1%
53.42	1	< 0.1%
103.75	1	< 0.1%
Other values (2)	2	< 0.1%

Value	Count	Frequency (%)
0	217592	29.0%
1	214069	28.5%
2	158156	21.1%
3	160173	21.4%
12	1	< 0.1%
53.37	1	< 0.1%
53.42	1	< 0.1%
103	1	< 0.1%
103.25	2	< 0.1%
103.75	1	< 0.1%

Value	Count	Frequency (%)
103.91	1	< 0.1%
103.88	1	< 0.1%
103.75	1	< 0.1%
103.25	2	< 0.1%
103	1	< 0.1%
53.42	1	< 0.1%
53.37	1	< 0.1%
12	1	< 0.1%
3	160173	21.4%
2	158156	21.1%

Episode_Sentiment
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.0 MiB

0	251291
-1	250116
1	248593

Length

Max length	2
Median length	1
Mean length	1.333488
Min length	1

Characters and Unicode

Total characters	1000116
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	-1
3rd row	-1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	251291	33.5%
-1	250116	33.3%
1	248593	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	498709	66.5%
0	251291	33.5%

Most occurring characters

Value	Count	Frequency (%)
1	498709	49.9%
0	251291	25.1%
-	250116	25.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1000116	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	498709	49.9%
0	251291	25.1%
-	250116	25.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1000116	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	498709	49.9%
0	251291	25.1%
-	250116	25.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1000116	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	498709	49.9%
0	251291	25.1%
-	250116	25.0%

Listening_Time_minutes
Real number (ℝ)

High correlation Zeros

Distinct	42807
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.437406

Minimum	0
Maximum	119.97
Zeros	8551
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	6.07879
Q1	23.17835
median	43.37946
Q3	64.81158
95-th percentile	93.67793
Maximum	119.97
Range	119.97
Interquartile range (IQR)	41.63323

Descriptive statistics

Standard deviation	27.138306
Coefficient of variation (CV)	0.59726794
Kurtosis	-0.66123629
Mean	45.437406
Median Absolute Deviation (MAD)	20.75602
Skewness	0.35081226
Sum	34078055
Variance	736.48764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8551	1.1%
5.82	124	< 0.1%
10.55	108	< 0.1%
8.75	108	< 0.1%
19.71	98	< 0.1%
6.16	98	< 0.1%
7.92	97	< 0.1%
14.93	97	< 0.1%
11.91	93	< 0.1%
12.78	92	< 0.1%
Other values (42797)	740534	98.7%

Value	Count	Frequency (%)
0	8551	1.1%
0.00056	7	< 0.1%
0.00175	8	< 0.1%
0.00661	18	< 0.1%
0.0105	7	< 0.1%
0.01077	24	< 0.1%
0.01257	30	< 0.1%
0.0296	15	< 0.1%
0.03228	16	< 0.1%
0.0343	18	< 0.1%

Value	Count	Frequency (%)
119.97	22	< 0.1%
119.9	16	< 0.1%
119.8	18	< 0.1%
119.79	14	< 0.1%
119.78	17	< 0.1%
119.74	15	< 0.1%
119.73	14	< 0.1%
119.67	12	< 0.1%
119.66	22	< 0.1%
119.56	17	< 0.1%

Genre_Business
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	669479
True	80521

Value	Count	Frequency (%)
False	669479	89.3%
True	80521	10.7%

Genre_Comedy
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	668547
True	81453

Value	Count	Frequency (%)
False	668547	89.1%
True	81453	10.9%

Genre_Education
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	700900
True	49100

Value	Count	Frequency (%)
False	700900	93.5%
True	49100	6.5%

Genre_Health
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	678584
True	71416

Value	Count	Frequency (%)
False	678584	90.5%
True	71416	9.5%

Genre_Lifestyle
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	667539
True	82461

Value	Count	Frequency (%)
False	667539	89.0%
True	82461	11.0%

Genre_Music
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	687257
True	62743

Value	Count	Frequency (%)
False	687257	91.6%
True	62743	8.4%

Genre_News
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	686615
True	63385

Value	Count	Frequency (%)
False	686615	91.5%
True	63385	8.5%

Genre_Sports
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	662394
True	87606

Value	Count	Frequency (%)
False	662394	88.3%
True	87606	11.7%

Genre_Technology
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	663744
True	86256

Value	Count	Frequency (%)
False	663744	88.5%
True	86256	11.5%

Genre_True Crime
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	732.6 KiB

False	664941
True	85059

Value	Count	Frequency (%)
False	664941	88.7%
True	85059	11.3%

	Episode_Length_minutes	Episode_Sentiment	Episode_Title	Genre_Business	Genre_Comedy	Genre_Education	Genre_Health	Genre_Lifestyle	Genre_Music	Genre_News	Genre_Sports	Genre_Technology	Genre_True Crime	Guest_Popularity_percentage	Host_Popularity_percentage	Listening_Time_minutes	Number_of_Ads	Podcast_Name	Publication_Day	Publication_Time
Episode_Length_minutes	1.000	0.022	-0.020	0.006	0.014	0.006	0.008	0.005	0.014	0.005	0.014	0.012	0.002	-0.009	0.024	0.932	-0.058	0.006	0.007	0.013
Episode_Sentiment	0.022	1.000	0.010	0.002	0.003	0.004	0.004	0.008	0.003	0.010	0.001	0.008	0.009	0.013	0.014	0.037	0.002	0.012	0.009	0.011
Episode_Title	-0.020	0.010	1.000	0.010	0.022	0.015	0.011	0.011	0.015	0.017	0.019	0.018	0.017	0.042	0.019	-0.022	0.006	0.006	0.003	0.005
Genre_Business	0.006	0.002	0.010	1.000	0.121	0.092	0.112	0.122	0.105	0.105	0.126	0.125	0.124	0.016	0.014	0.010	0.000	0.569	0.012	0.006
Genre_Comedy	0.014	0.003	0.022	0.121	1.000	0.092	0.113	0.123	0.105	0.106	0.127	0.126	0.125	0.020	0.011	0.016	0.001	0.468	0.012	0.006
Genre_Education	0.006	0.004	0.015	0.092	0.092	1.000	0.086	0.093	0.080	0.080	0.096	0.095	0.095	0.007	0.011	0.018	0.000	0.300	0.010	0.007
Genre_Health	0.008	0.004	0.011	0.112	0.113	0.086	1.000	0.114	0.098	0.099	0.118	0.117	0.116	0.012	0.014	0.015	0.001	0.426	0.011	0.004
Genre_Lifestyle	0.005	0.008	0.011	0.122	0.123	0.093	0.114	1.000	0.106	0.107	0.128	0.127	0.126	0.009	0.014	0.006	0.000	0.453	0.011	0.003
Genre_Music	0.014	0.003	0.015	0.105	0.105	0.080	0.098	0.106	1.000	0.092	0.110	0.109	0.108	0.005	0.009	0.014	0.004	0.510	0.004	0.004
Genre_News	0.005	0.010	0.017	0.105	0.106	0.080	0.099	0.107	0.092	1.000	0.110	0.110	0.109	0.013	0.010	0.013	0.000	0.413	0.006	0.012
Genre_Sports	0.014	0.001	0.019	0.126	0.127	0.096	0.118	0.128	0.110	0.110	1.000	0.131	0.130	0.019	0.018	0.025	0.000	0.462	0.010	0.003
Genre_Technology	0.012	0.008	0.018	0.125	0.126	0.095	0.117	0.127	0.109	0.110	0.131	1.000	0.129	0.014	0.015	0.021	0.000	0.349	0.016	0.003
Genre_True Crime	0.002	0.009	0.017	0.124	0.125	0.095	0.116	0.126	0.108	0.109	0.130	0.129	1.000	0.012	0.012	0.014	0.003	0.654	0.014	0.008
Guest_Popularity_percentage	-0.009	0.013	0.042	0.016	0.020	0.007	0.012	0.009	0.005	0.013	0.019	0.014	0.012	1.000	0.023	-0.014	0.009	-0.005	-0.000	0.011
Host_Popularity_percentage	0.024	0.014	0.019	0.014	0.011	0.011	0.014	0.014	0.009	0.010	0.018	0.015	0.012	0.023	1.000	0.045	-0.017	-0.002	-0.004	0.010
Listening_Time_minutes	0.932	0.037	-0.022	0.010	0.016	0.018	0.015	0.006	0.014	0.013	0.025	0.021	0.014	-0.014	0.045	1.000	-0.115	0.004	0.005	0.026
Number_of_Ads	-0.058	0.002	0.006	0.000	0.001	0.000	0.001	0.000	0.004	0.000	0.000	0.000	0.003	0.009	-0.017	-0.115	1.000	0.009	0.005	0.001
Podcast_Name	0.006	0.012	0.006	0.569	0.468	0.300	0.426	0.453	0.510	0.413	0.462	0.349	0.654	-0.005	-0.002	0.004	0.009	1.000	0.003	0.010
Publication_Day	0.007	0.009	0.003	0.012	0.012	0.010	0.011	0.011	0.004	0.006	0.010	0.016	0.014	-0.000	-0.004	0.005	0.005	0.003	1.000	0.009
Publication_Time	0.013	0.011	0.005	0.006	0.006	0.007	0.004	0.003	0.004	0.012	0.003	0.003	0.008	0.011	0.010	0.026	0.001	0.010	0.009	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	Podcast_Name	Episode_Title	Episode_Length_minutes	Host_Popularity_percentage	Publication_Day	Publication_Time	Guest_Popularity_percentage	Number_of_Ads	Episode_Sentiment	Listening_Time_minutes	Genre_Business	Genre_Comedy	Genre_Education	Genre_Health	Genre_Lifestyle	Genre_Music	Genre_News	Genre_Sports	Genre_Technology	Genre_True Crime
0	34	98.0	NaN	74.81	4	3	NaN	0.0	1	31.41998	False	False	False	False	False	False	False	False	False	True
1	24	26.0	119.80	66.95	2	0	75.95	2.0	-1	88.01241	False	True	False	False	False	False	False	False	False	False
2	40	16.0	73.90	69.97	5	1	8.97	0.0	-1	44.92531	False	False	True	False	False	False	False	False	False	False
3	10	45.0	67.17	57.22	1	2	78.70	2.0	1	46.27824	False	False	False	False	False	False	False	False	True	False
4	31	86.0	110.51	80.07	1	0	58.68	3.0	0	75.61031	False	False	False	True	False	False	False	False	False	False
5	14	19.0	26.54	48.96	2	0	NaN	3.0	1	22.77047	False	False	False	True	False	False	False	False	False	False
6	6	47.0	69.83	35.82	3	3	39.02	0.0	0	64.75024	False	False	False	False	False	False	False	False	False	True
7	35	44.0	48.52	44.99	4	3	20.12	0.0	1	22.37517	False	False	False	False	False	False	True	False	False	False
8	8	32.0	105.87	69.81	1	1	NaN	2.0	0	68.00124	False	False	False	False	False	False	True	False	False	False
9	33	81.0	NaN	82.18	4	3	59.72	3.0	0	45.94761	False	False	False	False	False	True	False	False	False	False

	Podcast_Name	Episode_Title	Episode_Length_minutes	Host_Popularity_percentage	Publication_Day	Publication_Time	Guest_Popularity_percentage	Number_of_Ads	Episode_Sentiment	Listening_Time_minutes	Genre_Business	Genre_Comedy	Genre_Education	Genre_Health	Genre_Lifestyle	Genre_Music	Genre_News	Genre_Sports	Genre_Technology	Genre_True Crime
749990	13	61.0	114.72	83.62	3	2	91.80	0.0	0	61.16847	True	False	False	False	False	False	False	False	False	False
749991	3	5.0	62.46	30.03	5	0	NaN	0.0	1	53.32434	True	False	False	False	False	False	False	False	False	False
749992	12	75.0	48.67	88.62	6	1	25.65	3.0	1	42.08465	False	False	False	False	True	False	False	False	False	False
749993	41	83.0	23.52	38.14	5	1	86.17	0.0	0	19.71374	False	False	False	False	True	False	False	False	False	False
749994	25	67.0	8.93	85.52	2	1	NaN	1.0	0	7.39878	False	True	False	False	False	False	False	False	False	False
749995	26	25.0	75.66	69.36	2	2	NaN	0.0	-1	56.87058	False	False	True	False	False	False	False	False	False	False
749996	2	21.0	75.75	35.21	2	3	NaN	2.0	0	45.46242	True	False	False	False	False	False	False	False	False	False
749997	28	51.0	30.98	78.58	4	2	84.89	0.0	-1	15.26000	False	False	False	False	True	False	False	False	False	False
749998	41	47.0	108.98	45.39	4	2	93.27	0.0	-1	100.72939	False	False	False	False	True	False	False	False	False	False
749999	38	99.0	24.10	22.45	2	3	36.72	0.0	0	11.94439	False	False	False	False	False	False	False	True	False	False

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample